{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial demonstrates how to use int8 operations with OpenCLIP.\n",
    "\n",
    "Usually matrix multiplies are conducted in float16 or bfloat16, but int8 operations are faster.\n",
    "\n",
    "For more information please see https://github.com/mlfoundations/open_clip#int8-support\n",
    "\n",
    "We ran this on an A100 GPU\n",
    "\n",
    "Note that this tutorial requires two additional pip installs on top of those required for standard OpenCLIP."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: triton==2.0.0.post1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (2.0.0.post1)\n",
      "Requirement already satisfied: cmake in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from triton==2.0.0.post1) (3.26.3)\n",
      "Requirement already satisfied: filelock in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from triton==2.0.0.post1) (3.9.0)\n",
      "Requirement already satisfied: torch in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from triton==2.0.0.post1) (2.0.0)\n",
      "Requirement already satisfied: lit in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from triton==2.0.0.post1) (16.0.1)\n",
      "Requirement already satisfied: typing-extensions in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from torch->triton==2.0.0.post1) (4.4.0)\n",
      "Requirement already satisfied: sympy in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from torch->triton==2.0.0.post1) (1.11.1)\n",
      "Requirement already satisfied: networkx in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from torch->triton==2.0.0.post1) (2.8.4)\n",
      "Requirement already satisfied: jinja2 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from torch->triton==2.0.0.post1) (3.1.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from jinja2->torch->triton==2.0.0.post1) (2.1.1)\n",
      "Requirement already satisfied: mpmath>=0.19 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from sympy->torch->triton==2.0.0.post1) (1.2.1)\n",
      "Requirement already satisfied: bitsandbytes in /admin/home-mitchellw/git/bitsandbytes (0.38.1)\n",
      "Requirement already satisfied: scikit-image in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (0.20.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (2023.4.12)\n",
      "Requirement already satisfied: packaging>=20.0 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (23.1)\n",
      "Requirement already satisfied: lazy_loader>=0.1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (0.2)\n",
      "Requirement already satisfied: scipy<1.9.2,>=1.8 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (1.9.1)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (1.4.1)\n",
      "Requirement already satisfied: pillow>=9.0.1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (9.4.0)\n",
      "Requirement already satisfied: numpy>=1.21.1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (1.23.5)\n",
      "Requirement already satisfied: networkx>=2.8 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (2.8.4)\n",
      "Requirement already satisfied: imageio>=2.4.1 in /fsx/home-mitchellw/miniconda3/envs/py2/lib/python3.8/site-packages (from scikit-image) (2.28.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "# necessary installs for int8\n",
    "!pip install triton==2.0.0.post1\n",
    "!pip install bitsandbytes\n",
    "%pip install scikit-image"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with using a standard OpenCLIP model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "import numpy as np\n",
    "import torch\n",
    "import open_clip\n",
    "from open_clip import tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the model\n",
    "model, _, preprocess = open_clip.create_model_and_transforms('ViT-H-14', pretrained='laion2b_s32b_b79k')\n",
    "model.eval()\n",
    "model = model.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lets check out the example image we will be using for classification\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import data, data_dir\n",
    "import os\n",
    "from PIL import Image\n",
    "%matplotlib inline\n",
    "\n",
    "img = data.astronaut()\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# preprocess image and text\n",
    "img = Image.open(os.path.join(data_dir, 'astronaut.png')).convert(\"RGB\")\n",
    "img_preprocessed = preprocess(img).cuda().unsqueeze(0)\n",
    "\n",
    "descriptions = {\n",
    "    \"page\": \"a page of text about segmentation\",\n",
    "    \"chelsea\": \"a facial photo of a tabby cat\",\n",
    "    \"astronaut\": \"a portrait of an astronaut with the American flag\",\n",
    "    \"rocket\": \"a rocket standing on a launchpad\",\n",
    "    \"motorcycle_right\": \"a red motorcycle standing in a garage\",\n",
    "    \"camera\": \"a person looking at a camera on a tripod\",\n",
    "    \"horse\": \"a black-and-white silhouette of a horse\", \n",
    "    \"coffee\": \"a cup of coffee on a saucer\"\n",
    "}\n",
    "texts = descriptions.values()\n",
    "\n",
    "text_processed = tokenizer.tokenize(texts).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get predictions from the model\n",
    "with torch.cuda.amp.autocast():\n",
    "    img_embedding, text_embedding, _ = model(img_preprocessed, text_processed)\n",
    "probs = (100 * img_embedding @ text_embedding.T).softmax(dim=-1)\n",
    "plt.bar(descriptions.keys(), probs.squeeze().detach().cpu().numpy())\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Probability (%)')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we move on to int8, lets get a feel for how fast things are in general, for a batch of size 128."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "def get_time(k, fn, repeat=32):\n",
    "\n",
    "    for _ in range(repeat // 2):\n",
    "       fn()\n",
    "\n",
    "    torch.cuda.synchronize()\n",
    "    start = time.time()\n",
    "    for _ in range(repeat):\n",
    "       fn()\n",
    "\n",
    "    torch.cuda.synchronize()\n",
    "    end = time.time()\n",
    "    ms = (end - start) / repeat * 1000\n",
    "    print(f\"time {k}: {ms:.3f} ms\")\n",
    "    return ms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time standard: 442.668 ms\n"
     ]
    }
   ],
   "source": [
    "fake_img_batch = torch.randn(128, 3, 224, 224).cuda()\n",
    "fake_txt_batch = torch.randint(0, 100, (128, 77)).cuda()\n",
    "model.set_grad_checkpointing()\n",
    "model.eval()\n",
    "def fake_forward(model, fake_img_batch, fake_txt_batch):\n",
    "    with torch.cuda.amp.autocast():\n",
    "        model(fake_img_batch, fake_txt_batch)\n",
    "time_standard = get_time(\"standard\", lambda: fake_forward(model, fake_img_batch, fake_txt_batch))\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's repeat the previous steps but change the linear layer operations to quantized in8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "===================================BUG REPORT===================================\n",
      "Welcome to bitsandbytes. For bug reports, please run\n",
      "\n",
      "python -m bitsandbytes\n",
      "\n",
      " and submit this information together with your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n",
      "================================================================================\n",
      "bin /admin/home-mitchellw/git/bitsandbytes/bitsandbytes/libbitsandbytes_cuda118.so\n",
      "CUDA SETUP: CUDA runtime path found: /fsx/home-mitchellw/miniconda3/envs/py2/lib/libcudart.so.11.0\n",
      "CUDA SETUP: Highest compute capability among GPUs detected: 8.0\n",
      "CUDA SETUP: Detected CUDA version 118\n",
      "CUDA SETUP: Loading binary /admin/home-mitchellw/git/bitsandbytes/bitsandbytes/libbitsandbytes_cuda118.so...\n"
     ]
    }
   ],
   "source": [
    "# This replaces linear layers with int8_linear_layer\n",
    "import bitsandbytes as bnb\n",
    "model = model.cpu()\n",
    "int8_linear_layer = bnb.nn.triton_based_modules.SwitchBackLinear\n",
    "# replace linear layers, for now just replace FFN - more coming in later PR\n",
    "int8_model = open_clip.utils.replace_linear(model, int8_linear_layer, include_modules=['c_fc', 'c_proj']).cuda()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time int8-v1: 391.433 ms\n"
     ]
    }
   ],
   "source": [
    "# repeat the speed test. may take a sec to run this because it has to compile the kernels.\n",
    "int8_model.set_grad_checkpointing()\n",
    "int8_model.eval()\n",
    "time_int8_v1 = get_time(\"int8-v1\", lambda: fake_forward(int8_model, fake_img_batch, fake_txt_batch))\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you just care about inference you can make things go faster by precomputing the int8 quantized weights and deleting the original weights. This is what you should do if you're not training as it's also much less memory. We'll explain later in more detail.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n",
      "=> preparing for eval.\n"
     ]
    }
   ],
   "source": [
    "# prepare for eval by deleting the original weights and storing the quantized version of the weights\n",
    "from open_clip.utils import convert_int8_model_to_inference_mode\n",
    "convert_int8_model_to_inference_mode(int8_model)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time int8-v2: 382.608 ms\n"
     ]
    }
   ],
   "source": [
    "# Repeat speed test but with pre-quantized weights\n",
    "time_int8_v2 = get_time(\"int8-v2\", lambda: fake_forward(int8_model, fake_img_batch, fake_txt_batch))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make sure the model still works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# lets make sure it still works\n",
    "with torch.cuda.amp.autocast():\n",
    "    img_embedding, text_embedding, _ = int8_model(img_preprocessed, text_processed)\n",
    "probs = (100 * img_embedding @ text_embedding.T).softmax(dim=-1)\n",
    "plt.bar(descriptions.keys(), probs.squeeze().detach().cpu().numpy())\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Probability (%)')\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nice! However, our int8 linear layer actually uses the PyTorch autograd python module, whereas the default PyTorch linear layer contains C++ optimizations...\n",
    "\n",
    "So to understand the true speed-ups lets look at how fast the fair baseline is, which is a standard linear layer implemented with autograd."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "del model, int8_model\n",
    "model, _, preprocess = open_clip.create_model_and_transforms('ViT-H-14', pretrained='laion2b_s32b_b79k')\n",
    "model = open_clip.utils.replace_linear(model, bnb.nn.triton_based_modules.StandardLinear, include_modules=['c_fc', 'c_proj']).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time baseline: 521.073 ms\n"
     ]
    }
   ],
   "source": [
    "# how fast is this baseline which uses the autograd linear?\n",
    "model.set_grad_checkpointing()\n",
    "model.eval()\n",
    "time_baseline = get_time(\"baseline\", lambda: fake_forward(model, fake_img_batch, fake_txt_batch))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's compare end-to-end speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "speedup over autograd linear 24.88%\n",
      "speedup over optimized linear 11.57%\n"
     ]
    }
   ],
   "source": [
    "# now lets compare the speed-ups!\n",
    "labels = ['With baseline autograd linear', 'With optimized PyTorch linear', 'With our autograd int8 linear', 'With our autograd int8 linear\\nand pre-qauntized weights']\n",
    "data = [time_baseline, time_standard, time_int8_v1, time_int8_v2]\n",
    "labels.reverse()\n",
    "data.reverse()\n",
    "plt.barh(labels, data)\n",
    "plt.title('End-to-end speed comparison')\n",
    "plt.xlabel('milliseconds')\n",
    "plt.show()\n",
    "print('speedup over autograd linear {:.2f}%'.format(100 * (time_baseline - time_int8_v1) / time_baseline))\n",
    "print('speedup over optimized linear {:.2f}%'.format(100 * (time_standard - time_int8_v1) / time_standard))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does it work? Let's go through the steps of a normal and quantized forward pass with batch X [b, n] and weights W [m, n]\n",
    "\n",
    "Starting with a normal forward pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "X = torch.randn(128, 1024).half().cuda()\n",
    "W = (1/np.sqrt(1024)) * torch.randn(4096, 1024).half().cuda()\n",
    "\n",
    "# here is a standard forward pass\n",
    "standard_out = torch.matmul(X, W.t())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's look at a quantized forward pass, for now lets assume that the quantized weights are not pre-computed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference due to quantization 0.01125335693359375\n"
     ]
    }
   ],
   "source": [
    "# This operation quantizes and casts X to int8. Each row is quantized independently by dividing by the absolute max value in the row then multiplying by 127 and roundnig.\n",
    "# state_X stores the absolute max of each row\n",
    "X_int8, state_X = bnb.nn.triton_based_modules.quantize_rowwise(X)\n",
    "\n",
    "# For the weights we do tensor-wise quantization, so we quantize using the absolute max of the entire tensor.\n",
    "# During inference weights can be \"pre-quantized\" so this step does not happen -- this is what \"prepare_for_eval\" did above.\n",
    "W_int8, state_W = bnb.nn.triton_based_modules.quantize_global(W)\n",
    "\n",
    "# Now we do a fused matmul and dequantize operation\n",
    "int8_out = bnb.nn.triton_based_modules.int8_matmul_mixed_dequanitze(X_int8, W_int8.t(), state_X, state_W, None)\n",
    "\n",
    "# comparing the difference\n",
    "print('Difference due to quantization', (int8_out - standard_out).abs().mean().item())"
   ]
  }
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